{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "pip install opencv-python\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 读入图像并显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "image = cv2.imread(\"file/000040d66f14ced4cdd18cd95d91800f.png\")\n",
    "cv2.imshow('image',image)\n",
    "cv2.waitKey()\n",
    "cv2.destroyAllWindows() # important part!否则会出现退出时卡死的问题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x29d73899e48>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "image = cv2.imread(\"file/000040d66f14ced4cdd18cd95d91800f.png\")\n",
    "plt.imshow(image)# opencv的通道顺序与matplotlib不同，所以看上去有色差"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x29d73a14978>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "image = cv2.imread(\"file/000040d66f14ced4cdd18cd95d91800f.png\")\n",
    "image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)    # 转移成matplotlib的通道顺序，就能看到正常的图像\n",
    "plt.imshow(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
